人工智能在兽医瘤学的应用:一个范围审查
1College of Veterinary Medicine, Jilin University, 5333 Xi'an Road, Lvyuan District, Changchun, Jilin, 130062, China. shuminli@jlu.edu.cn.
BMC veterinary research
|December 13, 2025
概括
人工智能 (AI) 在兽医瘤学方面表现有前途,特别是用于狗的诊断. 然而,有限的数据和验证差距等挑战阻碍了临床使用,需要合作研究以获得更广泛的应用.
科学领域:
- 兽医医学 兽医医学 兽医医学
- 人工智能的人工智能
- 在瘤学瘤学.
背景情况:
- 兽医瘤学中的AI应用正在扩大,为人类癌症提供了洞察力.
- 需要对当前兽医瘤学AI研究环境有全面的了解.
- 本综述系统地绘制了关于兽医瘤学AI的文献.
研究的目的:
- 确定用于兽医瘤学AI的临床应用,技术和数据源.
- 突出阻碍人工智能工具临床转化的主要挑战.
- 提供当前研究环境的全面概述.
主要方法:
- 对69项研究进行了系统范围审查.
- 对人工智能应用,技术和数据源的分析.
- 确定临床翻译中的挑战.
主要成果:
- 强烈关注犬类患者的诊断AI应用,特别是淋巴瘤和皮肤瘤.
- 在基于图像的诊断 (数字病理学,放射学) 中使用深度学习的成熟应用.
- 治疗规划和数据融合中的新兴应用,但受到小型数据集和缺乏验证的限制.
结论:
- 人工智能在兽医瘤诊断中开发了强大的概念验证模型.
- 临床实施受到数据限制和验证差距的阻碍.
- 用公共数据集和外部验证进行协作,大规模的研究对于可通用的人工智能模型至关重要.
相关概念视频
Cancer Therapies
9.8K
Cancer therapies are various modes of treatment, such as surgery, radiation therapy, and chemotherapy that are administered to cancer patients.
However, cancer treatments can pose several challenges, as therapies used to kill cancer cells are generally also toxic to normal cells. Moreover, cancer cells mutate rapidly and can develop resistance to chemical agents or radiation therapy. Besides, all types of cancer cells may not respond to the same therapy. Some cancer cells respond to one...
However, cancer treatments can pose several challenges, as therapies used to kill cancer cells are generally also toxic to normal cells. Moreover, cancer cells mutate rapidly and can develop resistance to chemical agents or radiation therapy. Besides, all types of cancer cells may not respond to the same therapy. Some cancer cells respond to one...
9.8K
Targeted Cancer Therapies
8.6K
The targeted cancer therapies, also known as “molecular targeted therapies,” take advantage of the molecular and genetic differences between the cancer cells and the normal cells. It needs a thorough understanding of the cancer cells to develop drugs that can target specific molecular aspects that drive the growth, progression, and spread of cancer cells without affecting the growth and survival of other normal cells in the body.
There are several types of targeted therapies against...
There are several types of targeted therapies against...
8.6K
Combination Therapies and Personalized Medicine
5.8K
Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
5.8K
Cancer Survival Analysis
629
Cancer survival analysis focuses on quantifying and interpreting the time from a key starting point, such as diagnosis or the initiation of treatment, to a specific endpoint, such as remission or death. This analysis provides critical insights into treatment effectiveness and factors that influence patient outcomes, helping to shape clinical decisions and guide prognostic evaluations. A cornerstone of oncology research, survival analysis tackles the challenges of skewed, non-normally...
629


